
import time
t0 = time.time()
import pandas as pd
import os
# pd.set_option('display.max_columns', 500)
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
import matplotlib.dates as mdates
import plotly.express as px
import plotly.graph_objects as go
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
sb.set_style("darkgrid")
%matplotlib inline

import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550


# Import the necessaries libraries
import plotly.offline as pyo
# Set notebook mode to work in offline
pyo.init_notebook_mode()
import helpers

# To Apply helpers updates without resarting the kernel
import importlib
importlib.reload(helpers)

# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2

%config InlineBackend.figure_format = 'retina'
time.time() - t0

3.6725950241088867


cd ../../Filtered Data/comments_cleaned

/Users/mnagy99/jupyter/AH/YouTube_Bot_Analysis/Filtered Data/comments_cleaned


def count_keywords(keylist, df):
    my_dict = {}
    for key in keylist:
        df_key = df[df.text.str.contains(key)]
        my_dict[key] = df_key.shape[0]       
    return my_dict


df_threat_others = pd.read_csv("other_languages.csv", low_memory=False, lineterminator='\n')

df_threat_others["p_dtime"] = pd.to_datetime(df_threat_others["p_dtime"])
df_threat_others["date"] = pd.to_datetime(df_threat_others["date"])
df_threat_others["u_dtime"] = pd.to_datetime(df_threat_others["u_dtime"])
df_threat_others = df_threat_others.sort_values('p_dtime')


print(f'{df_threat_others.shape[0]} contributions, on {df_threat_others.video_id.nunique()} Videos, \
made by {df_threat_others.username.nunique()} Users, In {df_threat_others.language.nunique()} Languages')
df_threat_others.head(1)

2279 contributions, on 235 Videos, made by 2108 Users, In 27 Languages


threat_others = {'pagar', 'matar', 'muerte', 'morir', 'infierno', 'muere', 'muerta', 'inferno', 'morire', 'prigione'}


threat_dict = count_keywords(threat_others, df_threat_others)
threat_counts = pd.DataFrame(threat_dict, index=['count'])
threat_counts = threat_counts.T.reset_index().rename(columns={'index':'keyword'})
threat_counts.sort_values('count', ascending=False, inplace=True)


mycolors1=[]
for key in threat_counts['keyword'].head(15):
    if key in {'muerte', 'muerete', 'morire', 'morir', 'muere', 'matar'}:
        mycolors1.append('#E45756')
    elif key in {'inferno', 'infierno'}:
        mycolors1.append('#F58518')
    else:
        mycolors1.append('#BAB0AC')


# KYS is an internet acronym standing for “kill yourself
threat_sub = {'deathto', "death to fascists", "death to mera", "death to all narcissistic", "social death to", 
              "professional death", "death to femnazis", "death to those people", ' go die', 'die cunt', 
              'kill heard', 'kill amber', 'kill her', 'kys fuck you amber', 'death amber', 'go kill yourselves',
              'kill all the people who disliked', 'deserve', 'jail', 'prison', 'death to a turd',
              'death to anybody not supporting johnny', 'kiss of death', 'if she wants assault she well get it', 
              'to hell', 'tohell', 'in hell', 'inhell', "who the hell is", 'burn her', 'burn turd',
              'her burn', 'isacriminal', 'amberfbi', 'pay for her crime', 'amberfbi', 
               'matar por favor mata a la amber', 'la puede matar', 'podem matar', 'ganas de matar', 'yo la matar',
               'querer matarla', 'respiratorias de muerte', 'y matarla'}


# threat_counts.head(60).reset_index(drop=True)
print('The Red-Colored are "Kill & Death" Keywords')
helpers.barh(threat_counts.head(15), '"Threat Keywords" Counts', threshold=0, c=mycolors1)

The Red-Colored are "Kill & Death" Keywords


helpers.barh(df_threat_others.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language', 
                                                                                          'language': 'Count'}).head(15),
             'Threat Comments In Other Languages', threshold=0, c=0)


df_threat_others.translated.isnull().sum()

6


df_threat_others.translated.fillna('isnan', inplace=True)


df_threat_others_sub = df_threat_others[df_threat_others.translated.str.contains('|'.join(threat_sub))]
print(f'{df_threat_others_sub.shape[0]} contributions, on {df_threat_others_sub.video_id.nunique()} Videos, \
made by {df_threat_others_sub.username.nunique()} Users, In {df_threat_others_sub.language.nunique()} Languages')
df_threat_others_sub.head(1)

289 contributions, on 91 Videos, made by 272 Users, In 5 Languages


threat_daily = df_threat_others.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')

title = 'A Heat Map for the Threat Comments'
helpers.facet_heat(threat_daily, title, n_col=5, vmax=40)


threat_dates = df_threat_others.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)

threat_dates.head(15)


df_threat_others_sub.translated.value_counts().head()

not only does he deserve to get out of aquaman but also to go to jail and pay for all the physical and psychological damage to jhonny deep                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      2
That woman is going to get what she deserves, the world is spinning and she is going to have to somehow pay her karma, cause and effect.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        2
someone who is very crack and tell me what is the name of this movie that I saw the trailer is about a girl who is with a kid the guy wants to kill her rape I don't remember the girl ends up killing him he checks her backpack and finds like a video or something like that sees it and it was about a sect or things like that please help! :d                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             1
In fact, I think that the official cast of Aquaman Two has not yet been confirmed and if not, and if Amber is going to be officially in Aquaman Two, let us remember that Johnny had already recorded scenes in Fantastic Beasts 3 and even so, I resign (what they fired) so if I were to tell amber that she doesn't talk much because she can bite a league apart even though johnny doesn't appear in fantastic beasts anymore they still have to pay her for five movies in total since they have a contract so no He lost completely besides the fact that he will always have us fans no matter what a judge says that he was literally bought since his son works in a radio station which belongs to the owners of the sun and not only that but apart from the one who wrote the article is a great friend of the judge's son but let's hope they accept johnny's appeal and that the trial in the united states if they declare him innocent well what is it that amber can go to hell %ta m*%da thanks for your attention ksksks    1
@returned monkey tbm n q q أ q أ أ أ أ أ أ أ أ أ أ أ pagar £ أ أ أ أ £ £ أ أ أ أ أ أ أ أ أ أ just be light and not soy (if you arrive in jail like a fresh from a building it will turn into a lunch box)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       1
Name: translated, dtype: int64


threat_users = df_threat_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
                                                                                  'username':'ncomments'})
helpers.barh(threat_users.head(15), 'Top Users Commented with Threat keywords (In other Languages)', threshold=0, c=0)


death_sub = {'matar por favor mata a la amber', 'la puede matar', 'podem matar', 'ganas de matar', 'yo la matar', 
             'querer matarla', 'respiratorias de muerte', 'y matarla'}


df_death_sub = df_threat_others[df_threat_others.text.str.contains('|'.join(death_sub))]
print(f'{df_death_sub.shape[0]} contributions, on {df_death_sub.video_id.nunique()} Videos, made by {df_death_sub.username.nunique()} Users')
df_death_sub.head(1)

14 contributions, on 10 Videos, made by 14 Users


df = df_death_sub[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others_sub[df_threat_others_sub.translated.str.contains('kill amber')]\
[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others_sub[df_threat_others_sub.translated.str.contains('kill her')]\
[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others_sub[df_threat_others_sub.translated.str.contains('not a victim')]\
[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others_sub[df_threat_others_sub.translated.str.contains('deserve')]\
[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others_sub[df_threat_others_sub.translated.str.contains('pay for')]\
[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


df = df_threat_others_sub[df_threat_others_sub.translated.str.contains('jail|prison')]\
[['date', 'text', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
  display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))


# df = df_threat_others_sub[['text', 'language','translated', 'username']].head(60)
# with pd.option_context('display.max_colwidth', None):
#   display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))

Keyword	Language	Transelation
muerte	Spanish	Death
死ね	Japanese	Die
muerete	Spanish	Die
morire	Italian	Die
morir	Spanish	To die
muere	Spanish	go dead
matar	Portuguese	to kill
prigione	Italian	prison
prisión	Spanish	Prison
inferno	Italian	Hell
infierno	Spanish	Hell
Ад	Russian	Hell
pagar	Spanish	to pay

	date	ncomments	nlikes	nreplies
121	2020-02-06	47	2677.0	45.0
325	2020-11-07	43	38.0	4.0
333	2020-11-15	43	923.0	16.0
120	2020-02-05	42	505.0	22.0
334	2020-11-16	42	139.0	12.0
527	2021-07-24	40	289.0	18.0
122	2020-02-07	38	66.0	8.0
166	2020-04-18	33	46.0	6.0
165	2020-04-17	32	98.0	12.0
332	2020-11-14	28	515.0	34.0
335	2020-11-17	26	76.0	18.0
282	2020-09-03	24	178.0	16.0
326	2020-11-08	24	250.0	17.0
321	2020-11-03	23	89.0	4.0
421	2021-03-13	21	56.0	5.0

	date	text	language	translated	username
0	2020-02-04 00:00:00	tomen esto como ejemplo y decen de cuenta q asi hay millones de hombres en esta misma situacion tampoco estoy diciendo q todos los hombre son santos yo se que hay tipos asi estilo amber pero tambien hay mujeres q se las traen y se las inventan en el aire esto no es nada nuevo playing the victim lo bueno es q salio la verdad a relucir yo le meto un puno a una mujer le rompo la boca le hincho un ojo y cuando me reclame le digo you such a baby jaja q clase de cojones tiene la nena amber mamita el respeto es mutuo el tipo lo q tiene miedo es enforgonarse perder el control y matarla entonces se le jode la vida a uno la de los familiars etc pero como uno es mas maduro pues uno piensa todo eso y nadie quiere desperdiciar su vida muerto o en una carcel como decimos aca a las mujeres ahy q dejarlas locas q lastima tan lindas q son y tanto q a uno le gustan pero el problema es la bola de chicle q tienen por cerebro tranquilas chicas buenas q solo estoy hablando de las malas yo se que hay nenas lindas y buenas pocas pero las hay besitos a las nenas chulas no quiero q pienses o q digan q soy machista o q tengo algo e contra de las mujeres al contrario me encantan las mujeres con todo y el desperfecto mecanico q tienen en el cerebro jiji	Spanish	Take this as an example and realize that there are millions of men in this same situation, nor am I saying that all men are saints, I know there are guys like this, amber style, but there are also women who bring it to them and make it up in the air this is nothing new playing the victim the good thing is that the truth came out I punch a woman I break her mouth I swell her eye and when she complains I tell her you such a baby haha what kind of balls does she have baby amber mamita the respect is mutual the guy what he is afraid of is getting angry losing control and killing her then it fucks up one's life that of the relatives etc but as one is more mature well one thinks all that and nobody wants to waste their life dead or in jail as we say here to women ahy that drives them crazy it hurts how cute they are and how much one likes them but the problem is the ball of gum that they have for a brain don't worry good girls I'm only talking about the bad ones me I know there are girls indas and good few but there are little kisses to the cool girls I don't want you to think or say that I'm sexist or that I have something against women on the contrary I love women with everything and the mechanical damage they have in the brain jiji	Yono Existo
1	2020-02-08 00:00:00	esa mujer es el diablodebe pagar la demanda la verdad que uno de hombre no golpea a una mujer por miedo de lastimarlaincluso la puede matar de un golpe y por eso aguantapero que lo anden difamandoeso esta mal	Spanish	that woman is the devil she must pay the lawsuit the truth is that a man does not hit a woman for fear of hurting her he can even kill her with a blow and that is why he endures but that they are defaming him that is wrong	Carlos Martinez
2	2020-02-08 00:00:00	asco me dan esas mujeres que se hacen las malas ahأ si tendrأa que actuar el hombre y matarla a palos asأ se calman	Spanish	I'm disgusted by those women who play the bad ones there if the man would have to act and beat her to death so they calm down	Marian Giardelli
3	2020-04-24 00:00:00	eles podem matar ela ou dar um fim nela na minissأ©rie animada do aquaman no hbo max	Portuguese	they can kill her or finish her off in aquaman animated miniseries on hbo max	Fabrizio Jacinto
4	2020-05-26 00:00:00	siempre le creأ a jhonny al final la verdad siempre sale a la luz cretinaza en mi familia pasa algo igual mi padre fue acusado por una vecina de querer matarla de tenerle tanto miedo que no podأa ni salir a la calle lo denunciأ³ y ella llevo testigos falsos y mi padre perdiأ³ el caso y tuvo que irse de su casa al cabo de unos aأ±os ella volviأ³ a demandarlo diciendo lo mismo y esta vez hubo grabaciones de ella donde se la veأa burlarse de mi padre pasar en frente de nuestra casa y reأrse esta vez los testigos los llevamos nosotros y ganamos el juicio porque los testigos que ella llevo eran sus amigos y estos terminaron en problemas legales con ella y los testigos nuestros habأan pasado por una situaciأ³n similar a la de mi padre porque a la sra le encanta meterse con los esposos de otras mujeres y si estos no se acuestan con ella los acusa de querer matarla y los denuncia la tipa estأ، casada y con dos hijas en el lugar donde vivimos es conocida como una put@ y la gente murmura a su paso mientras el nombre de mi padre ha quedado limpio y los testigos que ella llevo han tratado de pedir disculpas a mis padres pero obviamente ellos no van a ceder en estos momentos nos encontramos a la espera de una contra demanda contra (valga la redundancia) ella y sus testigos mi padre terminأ³ con ataques de ansiedad y depresiأ³n y tuvo que internarse una semana en un psiquiأ،trico gracias a la tipa esa a la que solo le deseo que la vida le multiplique lo que le desea a mi padre soy feminista pero el movimiento metoo me lo pasأ³ por el forro de mis ovarios solo son una panda de resentidas sociales que quieren anular al hombre solo porque este no las miro y por culpa de gentuza como ellas las verdaderas mujeres maltratadas quedan en el olvido estأ،n anuladas y mueren en silencio	Spanish	I always believed Jhonny in the end the truth always comes to light cretinousness in my family something like this happens my father was accused by a neighbor of wanting to kill her of being so afraid of him that she couldn't even go out on the street she reported him and she brought false witnesses and my father lost the case and had to leave home after a few years she sued him again saying the same thing and this time there were recordings of her where she was seen making fun of my father passing in front of our house and laughing this time we brought the witnesses and we won the trial because the witnesses she brought were her friends and they ended up in legal problems with her and our witnesses had gone through a situation similar to my father's because the lady loves to get involved with other women's husbands and if they don't sleep with her she accuses them of wanting to kill her and denounces them the girl is married with two daughters in the place where we live she is known as a whore and people whisper to her passing while my father's name has been cleared and the witnesses that she brought have tried to apologize to my parents but obviously they are not going to give in right now we are waiting for a counter lawsuit against (forgive the redundancy) she and her witnesses my father ended up with anxiety attacks and depression and had to spend a week in a psychiatric hospital thanks to that girl to whom I only wish that life multiplies what it wishes my father I am a feminist but the metoo movement passed it to me through the lining of my ovaries they are just a bunch of social resentful people who want to annul the man just because he didn't look at them and because of riffraff like them the real battered women are forgotten they are annulled and they die in silence	Mache Martinez
5	2020-06-07 00:00:00	nunca antes habأa tenido tantas ganas de matar a alguienًں¤¬ًں¤¬ًں¤¬ًں¤¬ًں¤¬ dios es tan desesperante verla comer con esa actitud aggg que ganas de matarlaآ،!	Spanish	Never before had I wanted to kill someone so muchًں¤¬ًں¤¬ًں¤¬ًں¤¬ًں¤¬ god it's so desperate to see her eat with that aggg attitude that you want to kill herآ،!	Alex Granda
6	2020-10-13 00:00:00	definitivamente habrأa que canonizar a deep solo escuchar a esa horrible mujer casi me hace volver loca y querer matarla	Spanish	deep should definitely be canonized just listening to that horrible woman almost makes me go crazy and want to kill her	Martha Lopez
7	2020-11-07 00:00:00	me sentiria con mucha rabia y con ganas de matar a alguien	Spanish	I would feel very angry and want to kill someone	Diego Alejandro Gareca Salgado
8	2020-11-07 00:00:00	yo la matarأa si me pasa lo mismo que a أ©l injusticia total	Spanish	I would kill her if the same thing happens to me as to him total injustice	victor daniel duarte
9	2020-11-07 00:00:00	si de verdad vas a matar por favor mata a la amber	Spanish	if you are really going to kill please kill amber	Adأ،n Lأ³pez
10	2020-11-25 00:00:00	ni en pedo voy a verla y esas personas que dicen que jonhy dijo que la querأa violar quemarla y matarla آ؟de dأ³nde sacan eso? muchos hablan de eso pero nunca me enterأ© de dأ³nde saliأ³	Spanish	I'm not even going to see her and those people who say that Johnny said he wanted to rape her, burn her and kill her, where do they get that? many talk about it but I never found out where it came from	Brisa Palma Velarde
11	2021-02-26 00:00:00	ey juanito ma per q la mato???? con respecto al coronga coso logro desaparecer la neumonia de las primeras causas respiratorias de muerte fiaaaasco hace rato	Spanish	Hey, Juanito, why did I kill her???? Regarding coronga, pneumonia managed to disappear from the first respiratory causes of death, fiaaaasco a long time ago	octavio pez espada
12	2021-03-28 00:00:00	tranquilo era responder no humillarla y matarla xdd	English	calm was to answer not to humiliate her and kill her xdd	Macias Matthew
13	2021-03-29 00:00:00	soy alguien le teme a la muerte y son muy pocos a los incluso le deseo que les pase eso amber heard es de esos pocos que hasta tengo dos planes de asesinato para ella 1 ir a su casa por la noche desordenar las habitaciones y matarla 2 ir al mismo bar que ella provocar una pelea y cuando todos los clientes esten peleandose buscarla y matarla confieso que el segundo caso parece mأ،s sacado de un programa de televisiأ³n pero es solo que hay que ocultar el motivo del crimen muchos la quieren matar por lo que le hizo a johnny y como hay gente que defiende a esta cosa hay que aparentar de que su fallecimiento se deba a algo que no guarde relaciأ³n alguna en el primer caso es un ladrأ³n que asesino a la persona que vive ahأ porque fue descubierto mientras robaba y en el segundo caso es bueno una pelea en el bar y tragedias como esas pueden ocurrir	Spanish	I am someone who is afraid of death and there are very few of them, I even wish that this would happen to them, Amber Heard is one of those few that I even have two assassination plans for her 1 go to her house at night, mess up the rooms and kill her 2 go At the same bar she provokes a fight and when all the customers are fighting, look for her and kill her. I confess that the second case seems more like something out of a television program, but it's just that you have to hide the motive for the crime, many want to kill her so what did he do to johnny and since there are people who defend this thing you have to pretend that his death is due to something unrelated in the first case is a thief who murdered the person who lives there because he was discovered while stealing and in the second case a fight in the bar is good and tragedies like that can happen	Razes de Acuario

	date	text	language	translated	username
0	2020-04-22 00:00:00	@sara rosa zarate eso estأ، en investigaciأ³n la historia de ellos es muy turbia y las personas que tenأan a su alrededor cأ³mo que no ayudaban mucho hay amigos que dicen que tienen mensajes donde deep decأa que querأa matar a ambert otros dicen que ambert llegأ³ a golpear su hermana y la presionأ³ para no denunciarla todas esas versiones de ida y vuelta son las que no han dejado que se falle en favor de alguno de los dos	Spanish	@sara rosa zarate that is under investigation their story is very murky and the people around them how they didn't help much there are friends who say they have messages where deep said he wanted to kill ambert others say that ambert came to hit his sister and pressured her not to report her all those back and forth versions are the ones that have not allowed a ruling in favor of either of the two	PENELOPE ESCOBAR ROJAS
1	2020-07-29 00:00:00	ya se supo quiأ©n era el amigo de jhonny que le pasأ³ unos pantallazos a amber quiأ©n los recortأ³ a su antojo? (donde se veأa que jhonny escribiأ³ que querأa matar amber pero le cortan la parte en la que jhonny dice que acababa de ser golpeado)	Spanish	Did you know who Jhonny's friend was who gave a few screenshots to Amber, who cut them out at will? (where you can see that jhonny wrote that he wanted to kill amber but they cut the part where jhonny says that he had just been hit)	PENELOPE ESCOBAR ROJAS
2	2020-11-07 00:00:00	si de verdad vas a matar por favor mata a la amber	Spanish	if you are really going to kill please kill amber	Adأ،n Lأ³pez

	date	text	language	translated	username
0	2013-12-18 00:00:00	alguien que sea muy crack y me diga como se llama esta pelicula que vi el trailer trata de una mina que esta con un pibe el tipo la quiere matar violar no me acuerdo la mina lo termina matando le revisa la mochila y encuentra como un video o algo asi lo ve y trataba de una secta o cosas asi please ayuda! :d	Spanish	someone who is very crack and tell me what is the name of this movie that I saw the trailer is about a girl who is with a kid the guy wants to kill her rape I don't remember the girl ends up killing him he checks her backpack and finds like a video or something like that sees it and it was about a sect or things like that please help! :d	Lucas Porto
1	2020-02-05 00:00:00	el johnny es uno de mis actores favoritos y cuأ،ndo saliأ³ la primera noticia de que golpeأ³ a su mujer me dije bueno ya ni modo tanto estrأ©s tal vez hizo que se le pasase la mano tampoco la matأ³ y ni siquiera cometiأ³ atrocidades en contra de ella sأ³lo se le fue la mano unas disculpas y al rato salen en fotografأas felices asأ me dije pero ver cأ³mo la crأtica y toda la sociedad se le vino encima al pobre actor criticandolo hasta por los calzoncillos me es desagradable y detestable he visto noticias de como si hay mujeres que piden ayuda cuando su pareja es muy violenta al final las pobres o terminan muy mal heridas o muertas pero aquأ la sociedad no moviأ³ ni un dedo pero espera a que salga una noticia como un actor se le paso la mano en un momento que se volviأ³ muy incomodo y feo al rato hasta polأticos se meten quأ© desastre de sociedad la verdad	Spanish	johnny is one of my favorite actors and when the first news came out that he hit his wife I said to myself well no way so much stress maybe it made him go overboard he didn't kill her either and he didn't even commit atrocities in against her only a few apologies went out of hand and after a while they appear in happy photographs so I said to myself but seeing how criticism and all of society came over the poor actor criticizing him even for his underpants is unpleasant and detestable to me I have seen news as if there are women who ask for help when their partner is very violent in the end the poor or they end up very badly injured or dead but here society did not move a finger but waits for news to come out like an actor he passed his hand in a moment that became very uncomfortable and ugly after a while even politicians get into what a disaster of society the truth	Josأ© Guissmo
2	2020-02-07 00:00:00	las mujeres somos hijas de puta aveces y lastimamos mأ،s cuando queremos porque por dentro sabemos que por mas que pase algo siempre se investigan mas al hombre que a la mujer hace poco surgiأ³ un caso de una chica que se quiso suicidar y no investigaron nada y querأan acusar a su novio por maltrato e intento de homicidio el chico saliأ³ a defenderse y lo mataron en las redes despuأ©s se descubriأ³ que si la chica se querأa matar y nunca mas salieron a decir nada ni pedir disculpas los periodistas por no darle el derecho de presunciأ³n de inocencia(uno de los derechos humanos mas importantes) y quedأ³ ahأ el chico mal parado y la chica como la vأctima	Spanish	women are daughters of bitches sometimes and we hurt more when we want to because inside we know that no matter how much something happens, men are always investigated more than women recently a case arose of a girl who wanted to commit suicide and nothing was investigated and they wanted to accuse her boyfriend of mistreatment and attempted murder, the boy went out to defend himself and they killed him on the networks later it was discovered that if the girl wanted to kill herself and the journalists never came out to say anything or apologize for not giving him the right of presumption of innocence (one of the most important human rights) and the boy was left unemployed and the girl as the victim	Sol RDJ
3	2020-02-07 00:00:00	estأ، comprobado que tras aأ±os de sometimiento las vأctimas adquieren un concepto retorcido de la relaciأ³n (algo similar al sأndrome de estocolmo) para ejemplo estأ، el caso reciente de la mujer que retirأ³ los cargos y en pleno juicio se lanzأ³ a besar a su marido quien habأa estado a punto de matarla en la filmaciأ³n donde le preguntan a deep quأ© le pasأ³ en el dedo (amber le amputأ³ media falange) el responde con un chiste es una actitud pasiva muy comأ؛n cuando alguien pregunta por una herida que le causأ³ su pareja el clأ،sico me caأ por las escaleras	Spanish	It is proven that after years of subjugation, the victims acquire a twisted concept of the relationship (something similar to the Stockholm syndrome). For example, there is the recent case of the woman who withdrew the charges and in the middle of the trial she started kissing her husband who had been about to kill her in the filming where they ask deep what happened to his finger (amber amputated half a phalanx) he answers with a joke it is a very common passive attitude when someone asks about a wound What did your partner cause the classic I fell down the stairs	Your Faithless Friend
4	2020-02-08 00:00:00	esa mujer es el diablodebe pagar la demanda la verdad que uno de hombre no golpea a una mujer por miedo de lastimarlaincluso la puede matar de un golpe y por eso aguantapero que lo anden difamandoeso esta mal	Spanish	that woman is the devil she must pay the lawsuit the truth is that a man does not hit a woman for fear of hurting her he can even kill her with a blow and that is why he endures but that they are defaming him that is wrong	Carlos Martinez
5	2020-02-27 00:00:00	agora os novos أ،udios dizem q ele queria matar ela	Portuguese	now the new audios say he wanted to kill her	Stefane Mermaid
6	2020-02-28 00:00:00	@adriano santos ferreira mas ele أ© culpado! ele a ameaأ§ou de a matar e estuprar seu cadأ،ver	Portuguese	@adriano santos ferreira but he's guilty! he threatened to kill her and rape her corpse	vick
7	2020-02-29 00:00:00	e dps vazou mensagem dele ameaأ§ando matar ela e estrupar o cadأ،ver pra ter certeza que tava morta	Portuguese	and dps leaked a message from him threatening to kill her and rape the corpse to make sure she was dead	manu
8	2020-03-08 00:00:00	yo lo he dicho e insisto mujeres como esa tipeja nos mala reputaciأ“n y poca credibilidad a las demأپs es un mentirosa patolأ“gica y eso de la violencia viene de familia hay testigos que afirman que su padre (el de ella) ha amenazado de muerte a personas que no hacen lo que el quiere y cosas asأچ por el estilo esa fulana estأپ loca y pues pobre del menso (o mensa) que se cruce en su camino por que cuando esa persona se atreva a discrepar con ella l@ va a agarrar a golpes o le va a aventar botellas a la cara o algo peor #johnnnydepp #justiceforjohnnydepp	Spanish	I have said it and I insist that women like that little girl have a bad reputation and little credibility for the others, she is a pathological liar and that violence runs in the family, there are witnesses who affirm that her father (her father) has threatened to kill her To people who don't do what he wants and things like that, that whore is crazy and, well, poor man (or man) who crosses his path because when that person dares to disagree with her, he's going to grab him to blows or he's going to throw bottles in his face or worse #johnnnydepp #justiceforjohnnydepp	Elsa Inأ©s Rico Vera
9	2020-04-19 00:00:00	pues tأ©cnicamente verbalmente sأ la maltratأ³ eso es lo que tiene enrollado en caso en este momento pues aunque jhonny deep empezأ³ la demanda apenas en el 2018 con evidencia sأ³lida sobre maltrato fأsico de amber sobre jhonny frente a esto salieron amigos de ambos con mensajes donde jhonny deprimido los llamaba o les mandaba mensajes diciendo que querأa matarla que sentأa deseos de desaparecerlal con estos testimonios es que ha estado paleando el caso hasta este momento	Spanish	Well, technically, verbally, I know he mistreated her, that's what he has wrapped up in the case at the moment, because although jhonny deep started the lawsuit only in 2018 with solid evidence of physical abuse of amber about jhonny, in the face of this, friends of both came out with messages where depressed jhonny called them or sent them messages saying that he wanted to kill her that he felt like disappearing with these testimonies is that he has been shoveling the case up to now	PENELOPE ESCOBAR ROJAS
10	2020-04-24 00:00:00	eles podem matar ela ou dar um fim nela na minissأ©rie animada do aquaman no hbo max	Portuguese	they can kill her or finish her off in aquaman animated miniseries on hbo max	Fabrizio Jacinto
11	2020-04-26 00:00:00	@black widow en argentina de 3700 denuncias unicamente el 02% son falsas asi que si prefiero creerle a una mentirosa antes que dudar de cada mujer que denuncie a un varon porque vos al dudar de la mujer y defender al varon sos igual de culpable que el de matarla porque avalas que sigan pasando estos abusos ah y pd: si fueramos feminazis ya los hubiesemos matado a todos como hacen ustedes con nosotras;)	Spanish	@black widow in Argentina out of 3700 complaints only 02% are false so if I prefer to believe a liar rather than doubt every woman who reports a man because when you doubt the woman and defend the man you are just as guilty as him to kill her because you endorse that these abuses continue to happen oh and ps: if we were feminazis we would have already killed them all like you do with us;)	Paula Q
12	2020-05-26 00:00:00	siempre le creأ a jhonny al final la verdad siempre sale a la luz cretinaza en mi familia pasa algo igual mi padre fue acusado por una vecina de querer matarla de tenerle tanto miedo que no podأa ni salir a la calle lo denunciأ³ y ella llevo testigos falsos y mi padre perdiأ³ el caso y tuvo que irse de su casa al cabo de unos aأ±os ella volviأ³ a demandarlo diciendo lo mismo y esta vez hubo grabaciones de ella donde se la veأa burlarse de mi padre pasar en frente de nuestra casa y reأrse esta vez los testigos los llevamos nosotros y ganamos el juicio porque los testigos que ella llevo eran sus amigos y estos terminaron en problemas legales con ella y los testigos nuestros habأan pasado por una situaciأ³n similar a la de mi padre porque a la sra le encanta meterse con los esposos de otras mujeres y si estos no se acuestan con ella los acusa de querer matarla y los denuncia la tipa estأ، casada y con dos hijas en el lugar donde vivimos es conocida como una put@ y la gente murmura a su paso mientras el nombre de mi padre ha quedado limpio y los testigos que ella llevo han tratado de pedir disculpas a mis padres pero obviamente ellos no van a ceder en estos momentos nos encontramos a la espera de una contra demanda contra (valga la redundancia) ella y sus testigos mi padre terminأ³ con ataques de ansiedad y depresiأ³n y tuvo que internarse una semana en un psiquiأ،trico gracias a la tipa esa a la que solo le deseo que la vida le multiplique lo que le desea a mi padre soy feminista pero el movimiento metoo me lo pasأ³ por el forro de mis ovarios solo son una panda de resentidas sociales que quieren anular al hombre solo porque este no las miro y por culpa de gentuza como ellas las verdaderas mujeres maltratadas quedan en el olvido estأ،n anuladas y mueren en silencio	Spanish	I always believed Jhonny in the end the truth always comes to light cretinousness in my family something like this happens my father was accused by a neighbor of wanting to kill her of being so afraid of him that she couldn't even go out on the street she reported him and she brought false witnesses and my father lost the case and had to leave home after a few years she sued him again saying the same thing and this time there were recordings of her where she was seen making fun of my father passing in front of our house and laughing this time we brought the witnesses and we won the trial because the witnesses she brought were her friends and they ended up in legal problems with her and our witnesses had gone through a situation similar to my father's because the lady loves to get involved with other women's husbands and if they don't sleep with her she accuses them of wanting to kill her and denounces them the girl is married with two daughters in the place where we live she is known as a whore and people whisper to her passing while my father's name has been cleared and the witnesses that she brought have tried to apologize to my parents but obviously they are not going to give in right now we are waiting for a counter lawsuit against (forgive the redundancy) she and her witnesses my father ended up with anxiety attacks and depression and had to spend a week in a psychiatric hospital thanks to that girl to whom I only wish that life multiplies what it wishes my father I am a feminist but the metoo movement passed it to me through the lining of my ovaries they are just a bunch of social resentful people who want to annul the man just because he didn't look at them and because of riffraff like them the real battered women are forgotten they are annulled and they die in silence	Mache Martinez
13	2020-06-01 00:00:00	si este show sigue sonando amber tiene sus dأas contados en proyectos grandes me imagino dc cuando no sacamos este karma y si incumplen el contrato le deben pagar a ella lo mas probable si valla aguaman 2 la maten rأ،pido y esas otras actrices hagan otros papeles de heroأnas quizأ،s sigue aguaman otra peli mas hay estrenen la nueva mera si aun no la matan en pelucula	Spanish	If this show continues to play, Amber has her days numbered in big projects, I imagine DC when we don't get this karma and if they break the contract they should pay her, most likely if Aguaman 2 goes, kill her quickly and those other actresses play other roles of heroines perhaps there is still another movie Aguaman, premiere the new mere if they still don't kill her in a movie	alejandro jesus
14	2020-06-04 00:00:00	tremenda mentirosa arrogante y falta de respeto!!! terrible actriz ahora insinua que johny quiso matar a su hermana??? falsa falsa falsa!!!	Spanish	tremendous arrogant liar and lack of respect!!! terrible actress now insinuates that johny wanted to kill her sister ??? fake fake fake!!!	cool dany
15	2020-06-07 00:00:00	nunca antes habأa tenido tantas ganas de matar a alguienًں¤¬ًں¤¬ًں¤¬ًں¤¬ًں¤¬ dios es tan desesperante verla comer con esa actitud aggg que ganas de matarlaآ،!	Spanish	Never before had I wanted to kill someone so muchًں¤¬ًں¤¬ًں¤¬ًں¤¬ًں¤¬ god it's so desperate to see her eat with that aggg attitude that you want to kill herآ،!	Alex Granda
16	2020-07-25 00:00:00	creo que juanito tiene algo personal contra amber o ama mucho a jonny depp se nota xd eran una pareja tأ³xica no hay que ponerse del lado de ninguno ni matarla a ella ni pensar que depp es un أ،ngel los dos habrأ،n tenido su responsabilidad en la pareja son personas mayores	Spanish	I think Juanito has something personal against Amber or he loves Jonny Depp very much, it shows xd they were a toxic couple, you should not side with anyone or kill her or think that Depp is an angel, both of them will have had their responsibility in the couple are older people	Magno Ar
17	2020-08-15 00:00:00	آ؟existe alguna evidencia de que johnny la golpeara como dice que lo hizo? cacarea una y otra vez que le pegaba como si de verdad la hubiera masacrado a golpes pero no he visto que haya habido ni un moretأ³n que haya reportado si tanto miedo tenأa de que 'la matara' no habrأa defecado en su cama es asquerosa	Spanish	is there any evidence that johnny beat her like he says he did? she cackles over and over again that she hit her as if she had really beaten her to death but I haven't seen that there was even a single bruise that she reported if she was so afraid that he would 'kill her' she wouldn't have defecated on her bed it's disgusting	Patricia Cabrera
18	2020-10-13 00:00:00	definitivamente habrأa que canonizar a deep solo escuchar a esa horrible mujer casi me hace volver loca y querer matarla	Spanish	deep should definitely be canonized just listening to that horrible woman almost makes me go crazy and want to kill her	Martha Lopez
19	2020-11-07 00:00:00	yo la matarأa si me pasa lo mismo que a أ©l injusticia total	Spanish	I would kill her if the same thing happens to me as to him total injustice	victor daniel duarte
20	2020-11-08 00:00:00	lo peor de todo es que en este tipo de juicios siempre termina asأ pero a las mujeres las siguen matando luego de decenas de denuncias (reales) entonces mi pregunta es آ؟a quien le sirve eso? آ؟para que se hace esto? porque a los hombres se los mata por cualquier cosa se le saca a los niأ±os tienen que bancar cualquier cosa horrible de las mujeres sin poder reaccionar de ninguna forma y en todos los juicios nunca gana un hombre ahora cuando una mujer va a decir que la estأ،n por matar al menos en uruguay y argentina no pasa nada entonces no se estأ، defendiendo a las mujeres y claramente tampoco a los hombres esto responde a una agenda polأtica que no entiendo a quien le sirve pero no le sirve ni a los hijos ni a los hombres ni a las mujeres realmente violentadas	Spanish	The worst of all is that in this type of trial it always ends like this, but women continue to be killed after dozens of (real) complaints, so my question is, who does that serve? Why is this done? because men are killed for anything they take from children they have to bank any horrible thing from women without being able to react in any way and in all trials a man never wins now when a woman is going to say that they are about to kill her at least in uruguay and argentina nothing happens so women are not being defended and clearly neither are men this responds to a political agenda that I don't understand who it serves but it doesn't even serve the children neither to the men nor to the women really violated	Sabina Dematte
21	2020-11-09 00:00:00	@iss lopez no defiendo a amber ella merece pagar por lo que le hizo a jhonny pero te recuerdo que jhonny perdiأ³ la demanda que le hizo a la revista por decir que أ©l era un agresor puesto que la revista presentأ³ 14 pruebas y 12 fueron aceptadas por lo tanto أ©l perdiأ³ ese juicio jhonny tambiأ©n la amenazأ³ con matarla y quemarla la agresiأ³n fue de parte de los dos por lo tanto los dos deberأan de pagar en este caso no hay bueno ni malo	Spanish	@iss lopez I do not defend amber she deserves to pay for what she did to jhonny but I remind you that jhonny lost the lawsuit he made to the magazine for saying that he was an aggressor since the magazine presented 14 tests and 12 were accepted therefore he lost that trial jhonny also threatened to kill her and burn her the aggression was from both of them therefore both of them should pay in this case there is no good or bad	Rudis Julieth Parra Chacon
22	2020-11-14 00:00:00	o que queimou ele nesse caso foi uma conversa que pegaram dele dizendo que ia matar ela e estuprar o cadأ،ver	Portuguese	what burned him in this case was a conversation they got from him saying he was going to kill her and rape the corpse	Fernanda
23	2020-11-15 00:00:00	a mera nأ£o teve peso nenhum na histأ³ria do aquaman no cinema pode trocar a atriz de boa aliأ،s acho que ela estأ، em banho maria desde o comeأ§o se sair algo contra ela jأ، era ela roda mais deve ter algo no contrato dela igual ao que deep tinha antes de nأ£o ter demissأ£o de moralidade e أ© mais fأ،cil ela sair da warner tambأ©m basta matar seu personagem sei lأ، em the flash e voltar com outra atriz em aquaman 2 ou mata lأ، em aquaman2ela deve estar me aviso prأ©vio faz tempo sأ³ esperando um deslize dela para o pأ© na bunda acontece	Portuguese	the mere did not have any weight in the story of aquaman in the cinema can change the actress of good aliments I think she is in a water bath from the beginning if something comes out against her she was already running but there must be something in her contract the same as deep had before she didn't have morality resignation and it's easier for her to leave warner too just kill her character I know in the flash and come back with another actress in aquaman 2 or kill it there in aquaman2she must be warning me it's been a while just waiting for a slip of hers to the foot in the ass happens	wellington barra
24	2020-11-18 00:00:00	no entiendo si esta tan aburrido de ella porque no la manda a matar y ya el es muy famoso y puede salirse con esa sin que nadie se entere	Spanish	I don't understand if he's so bored with her because he doesn't kill her and he's already very famous and can get away with that without anyone knowing	El Chamuco
25	2020-11-18 00:00:00	@esteban corredor nunca dije que fuera igual el daأ±o dije que ambos son los agresores y ambos las vأctimas en primer lugar porque jhony dijo que el estaba dispuesto a matarla a violar su cuerpo y a tirarla al agua lo cual me parece que es muy enfermo de su parte no le refiero a que la haya agredido ya que nunca le hizo nada solo lo dijo y esas palabras aquأ y en tooooodo el mundo suenan enfermas por ello estuvo bien que lo despidieran no estoy justificando a amber ya que ella claramente agrediأ³ a jhony y es tambiأ©n claramente injusto que a ella no la hallan despedido en segundo lugar ambos son adultos y piensan أ©l en ningأ؛n momento estuvo secuestrado أ©l quiso seguir en ese infierno porque pensأ³ que su relaciأ³n hiba a mejorar de alguna forma algo que jamأ،s paso أ©l se dejأ³ por decirlo asأ y la manera en la que ambos se trataron en el proceso de jhony de arreglar su relaciأ³n causo que أ©l se volviera agresivo y mentalmente inestable y enfermo lo cual a su vez llevo a quأ© dijera ese tipo de comentarios y es triste ya que ella lo influenciأ³ por asأ decirlo para que أ©l se volviera un enfermo tambiأ©n pero apesar de lo triste que es y que prأ،cticamente no es culpa suya jhony tambiأ©n estأ، enfermo y ambos deben ser despedidos	Spanish	@esteban runner I never said that the damage was the same I said that both are the aggressors and both are the victims in the first place because jhony said that he was willing to kill her to rape her body and throw her into the water which I think is very sick For his part, I am not referring to the fact that he attacked her since he never did anything to her, he just said it and those words here and all over the world sound sick, so it was good that he was fired, I am not justifying Amber since she clearly attacked jhony and it is also clearly unfair that they did not find her fired in second place both are adults and they think he was never kidnapped he wanted to continue in that hell because he thought their relationship was going to improve in some way It is something that never happened. He left each other, so to speak, and the way in which they both treated each other in Jhony's process of fixing their relationship caused him to become aggressive and mentally unstable and sick, which in turn time I take to what d He made those kinds of comments and it's sad since she influenced him, so to speak, so that he became sick too, but despite how sad it is and that it's practically not his fault, jhony is also sick and both should be fired	Srta Posho
26	2020-11-22 00:00:00	eu conheأ§o um caso em que o homem era uma das pessoas mais tranquilas que eu conheأ§o e a mulher o humilhava muitas vezes dizendo coisas como vocأھ nأ£o أ© homem vocأھ أ© um m***a um certo dia no meio destas brigas a mulher comeأ§ou empurrando o homem e apesar do homem pedi la para parar ela continuou ela disse que ele nأ£o era homem para revidar e coisas do tipo e quando o cara se saturou e a socou ela imediatamente comeأ§ou a pedir ajuda dizendo que ele a ia matar eu e a minha irmأ£ sأ³ intervimos na briga porque tinha uma crianأ§a filha deles chorando por causa daquela situaأ§أ£o o fato أ© que muitas vezes a mulher أ© que bate primeiro e isso cria um ciclo vicioso de violأھncia de ambas as partes que infelizmente pelas especificidades biolأ³gicas dos sexos a mulher acaba quase sempre por se dar muito mal	Portuguese	i know of a case where the man was one of the calmest people i know and the woman humiliated him many times saying things like you are not a man you are a s*** one day in the middle of these fights the woman started pushing the man and despite the man asked her to stop she continued she said he was not a man to fight back and things like that and when the guy got saturated and punched her she immediately started to fight ask for help saying he was going to kill her my sister and I only intervened in the fight because there was a child, their daughter, crying because of that situation the fact is that often the woman is the one who hits first and that creates a vicious cycle of violence on both sides that unfortunately, due to the biological specificities of the sexes, women almost always end up getting very bad	Kab Verd Terra Sab
27	2020-11-23 00:00:00	@karismatica55 todas sus exes lo defendieron cuando en realidad solo dos de sus ex parejas se han pronunciado y el resto ni ha hablado del tema ella tiene audios jodiendolo?? si y el tiene sms diciendo que la matarأa y se cogerأa el cadaver son tal para cual	Spanish	@ karismatica55 all his exes defended him when in reality only two of his ex-partners have spoken and the rest have not even talked about the subject she has audios fucking him?? Yes, and he has an SMS saying that he will kill her and take her corpse.	XVR
28	2020-11-25 00:00:00	ni en pedo voy a verla y esas personas que dicen que jonhy dijo que la querأa violar quemarla y matarla آ؟de dأ³nde sacan eso? muchos hablan de eso pero nunca me enterأ© de dأ³nde saliأ³	Spanish	I'm not even going to see her and those people who say that Johnny said he wanted to rape her, burn her and kill her, where do they get that? many talk about it but I never found out where it came from	Brisa Palma Velarde
29	2020-11-26 00:00:00	lo otro es que johnny trataba de arreglar las cosas y ella como que se negaba de que no le prometأa que se pudiera repetir la violencia es lo que yo digo: ella pretendأa seguir insultando a johnny deep y hacerlo sentir un hombre dأ©bil (te comportas como un bebأ© johnny madura de una vez ) fue la parte que dice cuando johnny deep llas al guardia de seguridad (travis) que ella dice que el tenأa que llamar a alguien cuando las cosas se ponأan violentas y el no las arreglaba eso a ella le molestaba que cada vez que discutأan johnny se alejaba y se iba eso a ella no le gustaba porque s sentأa que estaba siendo abandonada y que أ©l no se ponأa en su lugar pero como si ella todos era agresiva y eso en las discusiones se ponأan fuertes que el decأa que si llegaban a los golpes podأan terminar en una escena de homicidio y que el se alejaba para no explotar de ira dأganme quien no se alejarأa cuando tiene en frente a alguien agresivo almenos que le regresarأ، los golpes que era lo que el evitaba y ella le tiraba objetos porque segأ؛n ella johnny podأa matarla o pegarle pero ella empezaba y el solo tuvo con una loca narsicista que querأa colgarse de la fama de أ©l y su dinero	Spanish	the other thing is that johnny was trying to fix things and she kind of refused that i didn't promise her that the violence could be repeated is what i say: she tried to continue insulting johnny deep and make him feel like a weak man (you you behave like a baby johnny grow up for once ) was the part that says when johnny deep calls the security guard (travis) that she says he had to call someone when things got violent and he didn't fix that to she was annoyed that every time they argued, johnny walked away and left that she didn't like because she felt she was being abandoned and that he didn't put himself in her place but as if she was all aggressive and that in the discussions they became strong that he said that if they came to blows they could end up in a homicide scene and that he would walk away so as not to explode with anger tell me who would not walk away when someone aggressive was in front of him, at least he would return the blows that were what that he avoided her and she threw objects at him because he said johnny could kill her or hit her but she started and he only had a crazy narcissist who wanted to hang on to his fame and hers money	Daniela Ibarra
30	2020-12-12 00:00:00	@ًں’€d3ad had3ssًں’€ si lo es matar a tu pareja por celos y creer que porque es mujer debe ser tu posesiأ³n y control sobre su vida lo es por dios normalmente si te da celos tu pareja no la matas algo mأ،s hay de detras	Spanish	@ًں'€d3ad had3ssًں'€ if it is killing your partner out of jealousy and believing that because she is a woman she should be your possession and control over her life, it is because of God normally if your partner makes you jealous you don't kill her something else there is behind	Melanie De Castro
31	2020-12-12 00:00:00	osea que el argumento de la la chica es que va a la corte porque se estأ، defendiendo porque como fue abusiva con j tiene miedo de que el al defenderse la mate? osea eso fue lo que logre entender de su justificaciأ³n eso me suena a que es capaz de abusar de أ©l tanto que el tenga que matarla para defenderse?!?!? ay dios :( lit la tipa acaba de confesar que lleva mucho tiempo haciendo un plan falso para arruinar a j :\| como es posible que le sigan creyendo a ella???	Spanish	So the girl's argument is that she is going to court because she is defending herself because since she was abusive with j, is she afraid that when he defends himself he will kill her? I mean, that was what she managed to understand about her justification. That sounds to me like she is capable of abusing him so much that he has to kill her to defend himself?!?!? oh god :( lit the girl just confessed that he has been making a false plan for a long time to ruin j: \| how is it possible that they continue to believe her???	âœ¨Camilaâœ¨
32	2021-02-26 00:00:00	ey juanito ma per q la mato???? con respecto al coronga coso logro desaparecer la neumonia de las primeras causas respiratorias de muerte fiaaaasco hace rato	Spanish	Hey, Juanito, why did I kill her???? Regarding coronga, pneumonia managed to disappear from the first respiratory causes of death, fiaaaasco a long time ago	octavio pez espada
33	2021-03-28 00:00:00	tranquilo era responder no humillarla y matarla xdd	English	calm was to answer not to humiliate her and kill her xdd	Macias Matthew
34	2021-03-28 00:00:00	vi el snyder cut pirateado por que soy pobre y por que no me apetecأa gastar ni un pero por amber maldije cada escena en la que salأa y la pelأcula establo increأble menos ella me la pasaba rogandole a steppenwolf que la matara ya de una vez por todasًں¤£ًں¤£	Spanish	I saw the pirated snyder cut because I'm poor and because I didn't feel like spending a single thing but because of amber I cursed every scene she was in and the movie was amazing except she kept begging steppenwolf to kill her once and for all. ¤£ًں¤£	à¼’ً‌”چً‌”¢ً‌”°ً‌”°ً‌”¢à¼’
35	2021-03-29 00:00:00	soy alguien le teme a la muerte y son muy pocos a los incluso le deseo que les pase eso amber heard es de esos pocos que hasta tengo dos planes de asesinato para ella 1 ir a su casa por la noche desordenar las habitaciones y matarla 2 ir al mismo bar que ella provocar una pelea y cuando todos los clientes esten peleandose buscarla y matarla confieso que el segundo caso parece mأ،s sacado de un programa de televisiأ³n pero es solo que hay que ocultar el motivo del crimen muchos la quieren matar por lo que le hizo a johnny y como hay gente que defiende a esta cosa hay que aparentar de que su fallecimiento se deba a algo que no guarde relaciأ³n alguna en el primer caso es un ladrأ³n que asesino a la persona que vive ahأ porque fue descubierto mientras robaba y en el segundo caso es bueno una pelea en el bar y tragedias como esas pueden ocurrir	Spanish	I am someone who is afraid of death and there are very few of them, I even wish that this would happen to them, Amber Heard is one of those few that I even have two assassination plans for her 1 go to her house at night, mess up the rooms and kill her 2 go At the same bar she provokes a fight and when all the customers are fighting, look for her and kill her. I confess that the second case seems more like something out of a television program, but it's just that you have to hide the motive for the crime, many want to kill her so what did he do to johnny and since there are people who defend this thing you have to pretend that his death is due to something unrelated in the first case is a thief who murdered the person who lives there because he was discovered while stealing and in the second case a fight in the bar is good and tragedies like that can happen	Razes de Acuario
36	2021-04-17 00:00:00	ella va salir impune o solo la castigaran con un multa insignificante en crأmenes violentos y maltrato domestico las mujeres tienden a pasar desapercibidas del ojo publico cuando son las agresoras de hecho sأ³lo existe un estudio grande en inglaterra sobre las mujeres violentas y la autora tuvo que huir de su paأs porque las mujeres amenazaron con matarla y a su familia casi todos los ejemplares fueron destruidos en una hoguera pero quedaron algunos en bibliotecas del congreso eeuu y de inglaterra se llamaba algo asأ como mujeres contexto de violencia domestica y describأa dos tipos de mujeres aquellas que no sabأan que su maridos o parejas eran violentas y aquellas si eran violentas y sentأan atraأdas por hombres violentos y tenأan relaciones tأ³xicas la autora y la editorial que la publicaron fueron a la quiebra despuأ©s de eso serأa un tema genial para una pelأcula la hoguera de las mujeres y en la sinopsis pondrأa la primera hoguera realizada por mujeres contra otra mujer por denunciar la existencia de la violencia perpetrada por mujeres	Spanish	she will get away with it or she will only be punished with a negligible fine in violent crimes and domestic abuse women tend to go unnoticed in the public eye when they are the aggressors in fact there is only one large study in england on violent women and the author had to flee of her country because the women threatened to kill her and her family almost all the copies were destroyed in a fire but some remained in the libraries of congress in the United States and in England it was called something like women in the context of domestic violence and described two types of women: those who they did not know that their husbands or partners were violent and those who were violent and were attracted to violent men and had toxic relationships the author and the publishing house that published it went bankrupt after that it would be a great theme for a movie the bonfire of women and in the synopsis it would put the first bonfire made by women against another woman r for denouncing the existence of violence perpetrated by women	Jorge Acosta Torres
37	2021-07-03 00:00:00	pobre bebأ© la madre serأ، peor que el padre de britney porque si ella es mala soltera con un hijo da miedo la va a matar a golpe que horror da que tenga una hija	Spanish	poor baby, the mother will be worse than britney's father because if she's bad single with a son it's scary he's going to kill her with a blow how horrible it is that she has a daughter	aleskkarolinamg
38	2021-07-09 00:00:00	para mأ una pelأcula de mera no me interesa no es que me guste mucho ese personaje creo que lo أ؛nico chido que me gusta que tenga que ver con ella es cuando desafأa a wonder woman en flashpoint pero pues no tienen el valor para matarla asأ que no me interesa nada	Spanish	For me, a mere movie doesn't interest me, it's not that I like that character very much. I think the only cool thing that I like that has to do with her is when she challenges Wonder Woman in Flashpoint, but they don't have the courage to kill her like that. I'm not interested in anything	Karim Pedraza
39	2021-07-11 00:00:00	no sأ© por quأ© pero me recuerda a la niأ±a psicأ³pata que golpeaba a su hermano y que querأa matar a sus padres no recuerdo su nombre pero amber parece que tuviera algأ؛n tipo de esquizofrenia	Spanish	I don't know why but it reminds me of the psycho girl who beat her brother and wanted to kill her parents I don't remember her name but Amber seems to have some kind of schizophrenia	monica caballero
40	2021-07-26 00:00:00	no me contenta habia que sacarla de la pelأcula no matar su personaje no merece volver a trabajar en el cine esa mujer despues de lo que hizo te doy dislike por titulo engaأ±oso siempre te doy like pero hoy me hinchaste las pelotas no me van los placebos	Spanish	I'm not happy I had to take her out of the movie not to kill her character she doesn't deserve to work in the movies again that woman after what she did I dislike you for a misleading title I always like you but today you swollen my balls I don't like them placebos	Kanabio
41	2021-07-26 00:00:00	no me contenta habia que sacarla de la pelأcula no matar su personaje no merece volver a trabajar en el cine esa mujer despues de lo que hizo te doy dislike por titulo engaأ±oso siempre te doy like pero hoy me hinchaste las pelotas no me van los placebos	Spanish	I'm not happy, we had to remove her from the movie, don't kill her character, that woman doesn't deserve to work in the movies again after what she did I give you a dislike for a misleading title I always give you a like but today you swollen my balls I don't like placebos	Kanabio
42	2021-08-23 00:00:00	la gente estأ، viendo otro video o quأ©? abogada: le arreaste en la cabeza con la puerta? ella: no lo sأ© solo trataba de huir de أ©l querأa cerrar la puerta no pegarle con ella آ؟en quأ© momento ella cuenta algo distinto a lo de la grabaciأ³n? literalmente en la grabaciأ³n dice que si le dio con la puerta no fue su intenciأ³n y que lo siente y en el del puأ±etazo dice de forma literal que no sabe si fue un puأ±etazo en la cara pero que sأ le golpeأ³ para evitar que ese tipo matarse a su hermana que no habأa hecho mal a nadie eso se llama defensa propia asأ que a la pregunta de آ؟agrediste al tipo o usaste violencia domأ©stica? es obvio que no la violencia domأ©stica viene por parte de أ©l y ella sأ³lo procura que no la mate	Spanish	Are people watching another video or what? lawyer: did you hit him in the head with the door? her: I don't know, I was just trying to run away from him, I wanted to close the door, not hit him with it. At what point does she say something other than the recording? literally in the recording he says that if he hit him with the door it was not his intention and that he is sorry and in the punch he says literally that he does not know if it was a punch in the face but that he did hit him to avoid That guy killed his sister who had done no harm to anyone, that's called self-defense, so to the question, did you attack the guy or did you use domestic violence? It is obvious that the domestic violence does not come from him and she only tries not to kill her	Skaylar Ezra
43	2021-11-23 00:00:00	@nancy coba asi es si no eres fans de britney y queires saber mas del tema te recomiendo que no te informes por los canales basuras o la prensa esos no saben nada y hasta no nombran mucho a los criminales que estaban detras del padre mejor busca en youtube daniela dos santos explica todo de manera cronologica y hasta explica los documentos de la corte de california con toda la declaraciأ³n de britney en junio y la forma criminal que ella dice que la medicaban se da a entender 2 opciones pretendian matarla o encerrarla de por vida alegando demencia ese viejo es un criminal y los gerentes detras de el tambien el caso es profundo y criminal no es una simple tutela y ya esa mujer es muy fuerte para soportar todo eso	Spanish	@nancy coba that's right, if you're not a fan of britney and you want to know more about the subject, I recommend that you don't get information from trash channels or the press, they don't know anything and they don't even name the criminals who were behind the father much, better look online youtube daniela dos santos explains everything chronologically and even explains the documents from the california court with all of britney's statement in june and the criminal form that she says that they medicated her it is implied 2 options they intended to kill her or lock her up for life alleging insanity that old man is a criminal and the managers behind him too the case is deep and criminal it is not a simple guardianship and that woman is already too strong to bear all that	Jose Lozada

Table of Contents¶

Introduction¶

Exploratory Data Analysis¶

Threat Comments In Other Languages¶

A Heat Map for the Threat Comments In Other Languages¶

Threat Comments Peak Dates (Other Languages)¶

Most Repeated Threat Comments¶

Top Users Commented with Threat keywords (In other Languages)¶

NOTE: "These areas are extracted from the text to help in extracting the keywords to be used in the analysis"¶

Kill Amber¶

Kill Her¶

Not a Victim¶

Deserve¶

Pay For¶

Jail | Prison¶

Conclusions¶

END OF NOTEBOOK ¶

Social Network Analysis - Amber Heard Case - YouTube¶

Table of Contents¶

Introduction¶

Exploratory Data Analysis¶

Threat Comments In Other Languages¶

A Heat Map for the Threat Comments In Other Languages¶

Threat Comments Peak Dates (Other Languages)¶

Most Repeated Threat Comments¶

Top Users Commented with Threat keywords (In other Languages)¶

NOTE: "These areas are extracted from the text to help in extracting the keywords to be used in the analysis"¶

Kill Amber¶

Kill Her¶

Not a Victim¶

Deserve¶

Pay For¶

Jail | Prison¶

Conclusions¶

END OF NOTEBOOK¶

END OF NOTEBOOK ¶